Why are we so quick to label writing as AI-generated?
This is one man's opinion. I have done no corpus analysis and tested no AI detectors. Still, the evidence offered in these accusations tends to look familiar. The word "delve" creates suspicion; an em dash can do the same. Even a tidy structure gets treated as proof.
Visibility makes those clues convenient. A useful criticism asks why a polished paragraph left the reader with nothing and leaves AI out of the picture altogether.
Empty prose was already common
People have always been accused of being loquacious. They can fill a room with words while leaving everyone else to work out whether anything was actually said.
Eminem captured it in his verse on Dr. Dre's Forgot About Dre: "When they move their lips, just a bunch of gibberish."
Long before generated timelines, corporate memos circled decisions while academic padding stretched one idea across ten pages. Marketing copy could polish away every concrete claim.
Language models learned from that material and amplified an old habit.
Volume made the pattern visible
AI and humans both recognize patterns. Language depends on that shared ability.
Imagine moving to a small town. A stranger starts talking and you say, "They sound like Betty." Everyone who knows Betty hears it immediately. Someone passing through lacks the same history with Betty and misses the resemblance. Enough exposure would eventually reveal it.
The example is absurd because the mechanism is so ordinary: recognition depends on the examples available to us.
Before generative AI, formulaic prose came from many scattered sources. Readers saw fewer samples from each one. Variation kept recurring habits in the background.
Generation changed our exposure. Text became cheap to produce and publish, so similar phrasing now appears often enough to feel unavoidable. A real pattern emerges. Naming its source still requires evidence.
A model trained on human language will reproduce human conventions. A person working within those conventions can resemble the model. Familiarity gives us a reason to inspect the passage more closely.
Name the failure
Surface clues spare us from reading closely. A word can be highlighted in seconds; evaluating the thought requires following the claim through to its conclusion.
Weak prose often gestures toward importance while avoiding a concrete commitment. Its source changes little about the failure left on the page.
If a piece says nothing, say that. Identify the missing claim. Show where the argument loses support or explain what the paragraph failed to deliver. That criticism helps the writer improve regardless of how the draft was produced.
Saying "AI wrote this" is lazy and may be wrong. It replaces criticism with an authorship guess.
The one-line version
Polished language fails when it gives the reader nothing worth carrying forward.